Profile Report

Dataset statistics

Number of variables	17
Number of observations	2500
Missing cells	143
Missing cells (%)	0.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	332.2 KiB
Average record size in memory	136.1 B

Variable types

Categorical	3
Numeric	14

Alerts

`Assembly_Line_No` is highly overall correlated with `Machine_ID`	High correlation
`Coolant_Pressure(bar)` is highly overall correlated with `Downtime`	High correlation
`Cutting(kN)` is highly overall correlated with `Downtime`	High correlation
`Downtime` is highly overall correlated with `Coolant_Pressure(bar)` and 4 other fields	High correlation
`Hydraulic_Pressure(bar)` is highly overall correlated with `Downtime`	High correlation
`Machine_ID` is highly overall correlated with `Assembly_Line_No`	High correlation
`Spindle_Speed(RPM)` is highly overall correlated with `Downtime`	High correlation
`Torque(Nm)` is highly overall correlated with `Downtime`	High correlation

Reproduction

Analysis started	2024-12-04 03:44:37.263680
Analysis finished	2024-12-04 03:44:53.236793
Duration	15.97 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

Machine_ID
Categorical

High correlation

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

Makino-L1-Unit1-2013	874
Makino-L3-Unit1-2015	818
Makino-L2-Unit1-2015	808

Length

Max length	20
Median length	20
Mean length	20
Min length	20

Characters and Unicode

Total characters	50000
Distinct characters	15
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Makino-L1-Unit1-2013
2nd row	Makino-L1-Unit1-2013
3rd row	Makino-L3-Unit1-2015
4th row	Makino-L2-Unit1-2015
5th row	Makino-L1-Unit1-2013

Common Values

Value	Count	Frequency (%)
Makino-L1-Unit1-2013	874	35.0%
Makino-L3-Unit1-2015	818	32.7%
Makino-L2-Unit1-2015	808	32.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
makino-l1-unit1-2013	874	35.0%
makino-l3-unit1-2015	818	32.7%
makino-l2-unit1-2015	808	32.3%

Most occurring characters

Value	Count	Frequency (%)
-	7500	15.0%
1	5874	11.7%
i	5000	10.0%
n	5000	10.0%
2	3308	6.6%
M	2500	5.0%
a	2500	5.0%
k	2500	5.0%
o	2500	5.0%
L	2500	5.0%
Other values (5)	10818	21.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	20000	40.0%
Decimal Number	15000	30.0%
Dash Punctuation	7500	15.0%
Uppercase Letter	7500	15.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	5000	25.0%
n	5000	25.0%
a	2500	12.5%
k	2500	12.5%
o	2500	12.5%
t	2500	12.5%

Decimal Number

Value	Count	Frequency (%)
1	5874	39.2%
2	3308	22.1%
0	2500	16.7%
3	1692	11.3%
5	1626	10.8%

Uppercase Letter

Value	Count	Frequency (%)
M	2500	33.3%
L	2500	33.3%
U	2500	33.3%

Dash Punctuation

Value	Count	Frequency (%)
-	7500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	27500	55.0%
Common	22500	45.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	5000	18.2%
n	5000	18.2%
M	2500	9.1%
a	2500	9.1%
k	2500	9.1%
o	2500	9.1%
L	2500	9.1%
U	2500	9.1%
t	2500	9.1%

Common

Value	Count	Frequency (%)
-	7500	33.3%
1	5874	26.1%
2	3308	14.7%
0	2500	11.1%
3	1692	7.5%
5	1626	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	50000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	7500	15.0%
1	5874	11.7%
i	5000	10.0%
n	5000	10.0%
2	3308	6.6%
M	2500	5.0%
a	2500	5.0%
k	2500	5.0%
o	2500	5.0%
L	2500	5.0%
Other values (5)	10818	21.6%

Assembly_Line_No
Categorical

High correlation

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

Shopfloor-L1	874
Shopfloor-L3	818
Shopfloor-L2	808

Length

Max length	12
Median length	12
Mean length	12
Min length	12

Characters and Unicode

Total characters	30000
Distinct characters	12
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Shopfloor-L1
2nd row	Shopfloor-L1
3rd row	Shopfloor-L3
4th row	Shopfloor-L2
5th row	Shopfloor-L1

Common Values

Value	Count	Frequency (%)
Shopfloor-L1	874	35.0%
Shopfloor-L3	818	32.7%
Shopfloor-L2	808	32.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
shopfloor-l1	874	35.0%
shopfloor-l3	818	32.7%
shopfloor-l2	808	32.3%

Most occurring characters

Value	Count	Frequency (%)
o	7500	25.0%
S	2500	8.3%
h	2500	8.3%
p	2500	8.3%
f	2500	8.3%
l	2500	8.3%
r	2500	8.3%
-	2500	8.3%
L	2500	8.3%
1	874	2.9%
Other values (2)	1626	5.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	20000	66.7%
Uppercase Letter	5000	16.7%
Dash Punctuation	2500	8.3%
Decimal Number	2500	8.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	7500	37.5%
h	2500	12.5%
p	2500	12.5%
f	2500	12.5%
l	2500	12.5%
r	2500	12.5%

Decimal Number

Value	Count	Frequency (%)
1	874	35.0%
3	818	32.7%
2	808	32.3%

Uppercase Letter

Value	Count	Frequency (%)
S	2500	50.0%
L	2500	50.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	25000	83.3%
Common	5000	16.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	7500	30.0%
S	2500	10.0%
h	2500	10.0%
p	2500	10.0%
f	2500	10.0%
l	2500	10.0%
r	2500	10.0%
L	2500	10.0%

Common

Value	Count	Frequency (%)
-	2500	50.0%
1	874	17.5%
3	818	16.4%
2	808	16.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	30000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	7500	25.0%
S	2500	8.3%
h	2500	8.3%
p	2500	8.3%
f	2500	8.3%
l	2500	8.3%
r	2500	8.3%
-	2500	8.3%
L	2500	8.3%
1	874	2.9%
Other values (2)	1626	5.4%

Hydraulic_Pressure(bar)
Real number (ℝ)

High correlation

Distinct	1977
Distinct (%)	79.4%
Missing	10
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	101.40908

Minimum	-14.326454
Maximum	191
Zeros	0
Zeros (%)	0.0%
Negative	1
Negative (%)	< 0.1%
Memory size	19.7 KiB

Quantile statistics

Minimum	-14.326454
5-th percentile	56.959
Q1	76.355
median	96.763486
Q3	126.41573
95-th percentile	149.3864
Maximum	191
Range	205.32645
Interquartile range (IQR)	50.060727

Descriptive statistics

Standard deviation	30.289301
Coefficient of variation (CV)	0.29868429
Kurtosis	-0.92029181
Mean	101.40908
Median Absolute Deviation (MAD)	25.096514
Skewness	0.19707551
Sum	252508.62
Variance	917.44173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90.4587468	20	0.8%
88.27913423	20	0.8%
89.4587468	20	0.8%
82.9688079	19	0.8%
81.1382212	19	0.8%
80.726488	19	0.8%
73.5721609	18	0.7%
92.8557399	18	0.7%
80.27	16	0.6%
71.04	16	0.6%
Other values (1967)	2305	92.2%

Value	Count	Frequency (%)
-14.32645418	1	< 0.1%
15.32576081	1	< 0.1%
50.14	1	< 0.1%
50.15	2	0.1%
50.16	1	< 0.1%
50.23	2	0.1%
50.24	1	< 0.1%
50.36	1	< 0.1%
50.39	1	< 0.1%
50.41	1	< 0.1%

Value	Count	Frequency (%)
191	1	< 0.1%
179.8860999	1	< 0.1%
176.2184501	1	< 0.1%
175.7562785	1	< 0.1%
175.1	1	< 0.1%
174.7032604	1	< 0.1%
174.2498658	1	< 0.1%
173.3260248	1	< 0.1%
173.22	1	< 0.1%
173.0714604	1	< 0.1%

Coolant_Pressure(bar)
Real number (ℝ)

High correlation

Distinct	1628
Distinct (%)	65.6%
Missing	19
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	4.9470585

Minimum	0.325
Maximum	11.35
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	0.325
5-th percentile	3.10696
Q1	4.4624635
median	4.9399602
Q3	5.5184012
95-th percentile	6.8639441
Maximum	11.35
Range	11.025
Interquartile range (IQR)	1.0559377

Descriptive statistics

Standard deviation	0.99735718
Coefficient of variation (CV)	0.2016061
Kurtosis	1.169455
Mean	4.9470585
Median Absolute Deviation (MAD)	0.52872994
Skewness	0.14708131
Sum	12273.652
Variance	0.99472135
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.84252053	50	2.0%
6.863944117	50	2.0%
6.839413159	50	2.0%
6.893181921	50	2.0%
5.918357337	50	2.0%
6.560332199	50	2.0%
5.567856573	50	2.0%
4.566853902	50	2.0%
3.126011472	40	1.6%
3.106960002	40	1.6%
Other values (1618)	2001	80.0%

Value	Count	Frequency (%)
0.325	1	< 0.1%
3.053148837	39	1.6%
3.053451378	35	1.4%
3.105982448	33	1.3%
3.106960002	40	1.6%
3.126011472	40	1.6%
3.140995239	8	0.3%
3.164804649	40	1.6%
3.166083167	8	0.3%
3.166768986	8	0.3%

Value	Count	Frequency (%)
11.35	1	< 0.1%
11.3	1	< 0.1%
6.960635908	26	1.0%
6.959532755	1	< 0.1%
6.933724915	1	< 0.1%
6.893181921	50	2.0%
6.878521595	1	< 0.1%
6.863944117	50	2.0%
6.839413159	50	2.0%
6.823141776	1	< 0.1%

Air_System_Pressure(bar)
Real number (ℝ)

Distinct	2472
Distinct (%)	99.6%
Missing	17
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	6.4992746

Minimum	5.06348
Maximum	7.9739915
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	5.06348
5-th percentile	5.816886
Q1	6.2179865
median	6.5051914
Q3	6.7805504
95-th percentile	7.1473785
Maximum	7.9739915
Range	2.9105115
Interquartile range (IQR)	0.56256382

Descriptive statistics

Standard deviation	0.40727941
Coefficient of variation (CV)	0.062665365
Kurtosis	-0.0015779915
Mean	6.4992746
Median Absolute Deviation (MAD)	0.28182502
Skewness	-0.052899493
Sum	16137.699
Variance	0.16587652
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.430073321	2	0.1%
6.668244826	2	0.1%
5.628717474	2	0.1%
6.940606305	2	0.1%
6.836188036	2	0.1%
5.928643257	2	0.1%
6.753559682	2	0.1%
6.011482601	2	0.1%
6.167548538	2	0.1%
5.955234644	2	0.1%
Other values (2462)	2463	98.5%
(Missing)	17	0.7%

Value	Count	Frequency (%)
5.063480035	1	< 0.1%
5.091411159	1	< 0.1%
5.151876018	1	< 0.1%
5.283833449	1	< 0.1%
5.305505788	1	< 0.1%
5.329776651	1	< 0.1%
5.366874865	1	< 0.1%
5.384449305	1	< 0.1%
5.399351647	1	< 0.1%
5.4183556	1	< 0.1%

Value	Count	Frequency (%)
7.973991528	1	< 0.1%
7.971606819	1	< 0.1%
7.804750131	1	< 0.1%
7.781150882	1	< 0.1%
7.712440729	1	< 0.1%
7.644785584	1	< 0.1%
7.620960149	1	< 0.1%
7.616765583	1	< 0.1%
7.588085533	1	< 0.1%
7.584961608	1	< 0.1%

Coolant_Temperature
Real number (ℝ)

Distinct	275
Distinct (%)	11.1%
Missing	12
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	18.559887

Minimum	4.1
Maximum	98.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	4.1
5-th percentile	5.7
Q1	10.4
median	21.2
Q3	25.6
95-th percentile	29.865
Maximum	98.2
Range	94.1
Interquartile range (IQR)	15.2

Descriptive statistics

Standard deviation	8.5544797
Coefficient of variation (CV)	0.46091226
Kurtosis	1.5646387
Mean	18.559887
Median Absolute Deviation (MAD)	6.65
Skewness	0.10830136
Sum	46177
Variance	73.179122
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.4	83	3.3%
25.6	82	3.3%
27	72	2.9%
6.8	71	2.8%
24.4	70	2.8%
29.8	70	2.8%
30.3	69	2.8%
28.7	68	2.7%
4.5	68	2.7%
11.9	67	2.7%
Other values (265)	1768	70.7%

Value	Count	Frequency (%)
4.1	6	0.2%
4.2	5	0.2%
4.3	2	0.1%
4.4	3	0.1%
4.5	68	2.7%
4.6	2	0.1%
4.7	1	< 0.1%
4.8	2	0.1%
4.9	7	0.3%
5	6	0.2%

Value	Count	Frequency (%)
98.2	1	< 0.1%
36.5	3	0.1%
36.1	1	< 0.1%
36	1	< 0.1%
35.6	1	< 0.1%
35.5	2	0.1%
35.3	1	< 0.1%
34.9	1	< 0.1%
34.7	1	< 0.1%
34.3	1	< 0.1%

Hydraulic_Oil_Temperature
Real number (ℝ)

Distinct	209
Distinct (%)	8.4%
Missing	16
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	47.618317

Minimum	35.2
Maximum	61.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	35.2
5-th percentile	41.4
Q1	45.1
median	47.7
Q3	50.1
95-th percentile	53.7
Maximum	61.4
Range	26.2
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.7686744
Coefficient of variation (CV)	0.079143375
Kurtosis	0.038164047
Mean	47.618317
Median Absolute Deviation (MAD)	2.5
Skewness	-0.0022905892
Sum	118283.9
Variance	14.202906
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47.5	32	1.3%
48	32	1.3%
50	32	1.3%
49.3	31	1.2%
44.8	30	1.2%
47.3	30	1.2%
48.5	30	1.2%
46.2	30	1.2%
45.4	30	1.2%
47.9	29	1.2%
Other values (199)	2178	87.1%

Value	Count	Frequency (%)
35.2	1	< 0.1%
35.8	1	< 0.1%
36.1	1	< 0.1%
36.2	1	< 0.1%
36.4	1	< 0.1%
36.9	1	< 0.1%
37.1	1	< 0.1%
37.4	1	< 0.1%
37.5	1	< 0.1%
37.6	1	< 0.1%

Value	Count	Frequency (%)
61.4	1	< 0.1%
60.3	1	< 0.1%
59.5	2	0.1%
59.2	2	0.1%
59.1	1	< 0.1%
58.7	1	< 0.1%
58.1	1	< 0.1%
57.9	2	0.1%
57.7	1	< 0.1%
57.4	1	< 0.1%

Spindle_Bearing_Temperature
Real number (ℝ)

Distinct	204
Distinct (%)	8.2%
Missing	7
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	35.063698

Minimum	22.6
Maximum	49.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	22.6
5-th percentile	28.9
Q1	32.5
median	35.1
Q3	37.6
95-th percentile	41.1
Maximum	49.5
Range	26.9
Interquartile range (IQR)	5.1

Descriptive statistics

Standard deviation	3.7648233
Coefficient of variation (CV)	0.10737097
Kurtosis	-0.043862344
Mean	35.063698
Median Absolute Deviation (MAD)	2.5
Skewness	-0.035942013
Sum	87413.8
Variance	14.173894
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34.6	36	1.4%
35.2	35	1.4%
36.2	34	1.4%
34.1	32	1.3%
33.7	32	1.3%
34.9	32	1.3%
37.5	32	1.3%
34	31	1.2%
33.8	31	1.2%
35.3	31	1.2%
Other values (194)	2167	86.7%

Value	Count	Frequency (%)
22.6	1	< 0.1%
23.2	1	< 0.1%
23.4	1	< 0.1%
23.5	1	< 0.1%
23.8	1	< 0.1%
24	2	0.1%
24.1	1	< 0.1%
24.8	1	< 0.1%
24.9	2	0.1%
25.2	2	0.1%

Value	Count	Frequency (%)
49.5	1	< 0.1%
46.3	1	< 0.1%
46	1	< 0.1%
45.8	1	< 0.1%
45.7	1	< 0.1%
45.6	1	< 0.1%
45.4	1	< 0.1%
45.1	2	0.1%
44.9	2	0.1%
44.5	1	< 0.1%

Spindle_Vibration
Real number (ℝ)

Distinct	1144
Distinct (%)	46.0%
Missing	11
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	1.0093343

Minimum	-0.461
Maximum	2
Zeros	0
Zeros (%)	0.0%
Negative	1
Negative (%)	< 0.1%
Memory size	19.7 KiB

Quantile statistics

Minimum	-0.461
5-th percentile	0.4392
Q1	0.777
median	1.008
Q3	1.236
95-th percentile	1.593
Maximum	2
Range	2.461
Interquartile range (IQR)	0.459

Descriptive statistics

Standard deviation	0.34289805
Coefficient of variation (CV)	0.33972695
Kurtosis	-0.018718168
Mean	1.0093343
Median Absolute Deviation (MAD)	0.229
Skewness	0.0015321174
Sum	2512.233
Variance	0.11757908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.231	9	0.4%
1.45	8	0.3%
0.892	7	0.3%
1.15	7	0.3%
0.986	7	0.3%
0.946	7	0.3%
0.879	7	0.3%
0.855	7	0.3%
0.903	7	0.3%
0.951	7	0.3%
Other values (1134)	2416	96.6%
(Missing)	11	0.4%

Value	Count	Frequency (%)
-0.461	1	< 0.1%
0.01	3	0.1%
0.012	1	< 0.1%
0.033	1	< 0.1%
0.076	1	< 0.1%
0.088	1	< 0.1%
0.107	1	< 0.1%
0.141	1	< 0.1%
0.156	1	< 0.1%
0.159	1	< 0.1%

Value	Count	Frequency (%)
2	2	0.1%
1.994	1	< 0.1%
1.984	1	< 0.1%
1.971	1	< 0.1%
1.942	1	< 0.1%
1.929	1	< 0.1%
1.923	1	< 0.1%
1.917	1	< 0.1%
1.899	1	< 0.1%
1.892	1	< 0.1%

Tool_Vibration
Real number (ℝ)

Distinct	2350
Distinct (%)	94.4%
Missing	11
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	25.411975

Minimum	2.161
Maximum	45.726
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	2.161
5-th percentile	14.9522
Q1	21.089
median	25.455
Q3	29.79
95-th percentile	35.807
Maximum	45.726
Range	43.565
Interquartile range (IQR)	8.701

Descriptive statistics

Standard deviation	6.4371418
Coefficient of variation (CV)	0.25331135
Kurtosis	0.0064506654
Mean	25.411975
Median Absolute Deviation (MAD)	4.353
Skewness	-0.061005233
Sum	63250.406
Variance	41.436795
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30.585	3	0.1%
26.736	3	0.1%
24.991	2	0.1%
20.646	2	0.1%
25.98	2	0.1%
19.765	2	0.1%
27.324	2	0.1%
24.015	2	0.1%
24.874	2	0.1%
29.235	2	0.1%
Other values (2340)	2467	98.7%
(Missing)	11	0.4%

Value	Count	Frequency (%)
2.161	1	< 0.1%
3.469	1	< 0.1%
5.775	1	< 0.1%
5.892	1	< 0.1%
6.338	1	< 0.1%
6.539	1	< 0.1%
6.886	1	< 0.1%
6.977	1	< 0.1%
7.286	1	< 0.1%
7.817	1	< 0.1%

Value	Count	Frequency (%)
45.726	1	< 0.1%
45.492	1	< 0.1%
44.839	1	< 0.1%
44.204	1	< 0.1%
43.893	1	< 0.1%
43.624	1	< 0.1%
42.901	1	< 0.1%
42.693	1	< 0.1%
42.45	1	< 0.1%
42.262	1	< 0.1%

Spindle_Speed(RPM)
Real number (ℝ)

High correlation

Distinct	1180
Distinct (%)	47.3%
Missing	6
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	20274.792

Minimum	0
Maximum	27957
Zeros	7
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	0
5-th percentile	14152
Q1	17919
median	20137.5
Q3	22501.75
95-th percentile	27613
Maximum	27957
Range	27957
Interquartile range (IQR)	4582.75

Descriptive statistics

Standard deviation	3852.6601
Coefficient of variation (CV)	0.19002217
Kurtosis	1.3447687
Mean	20274.792
Median Absolute Deviation (MAD)	2229
Skewness	-0.17247517
Sum	50565332
Variance	14842990
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17726	93	3.7%
26526	76	3.0%
27613	76	3.0%
26605	76	3.0%
23432	76	3.0%
20504	76	3.0%
21951	76	3.0%
18436	68	2.7%
16198	68	2.7%
13272	65	2.6%
Other values (1170)	1744	69.8%

Value	Count	Frequency (%)
0	7	0.3%
12788	1	< 0.1%
13168	1	< 0.1%
13272	65	2.6%
13617	1	< 0.1%
13676	1	< 0.1%
13704	1	< 0.1%
13766	1	< 0.1%
13853	1	< 0.1%
13888	1	< 0.1%

Value	Count	Frequency (%)
27957	52	2.1%
27882	1	< 0.1%
27613	76	3.0%
27598	1	< 0.1%
27559	1	< 0.1%
27333	1	< 0.1%
27111	1	< 0.1%
27055	1	< 0.1%
27025	1	< 0.1%
27005	1	< 0.1%

Voltage(volts)
Real number (ℝ)

Distinct	238
Distinct (%)	9.5%
Missing	6
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	348.99679

Minimum	202
Maximum	479
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	202
5-th percentile	274.65
Q1	319
median	349
Q3	380
95-th percentile	422
Maximum	479
Range	277
Interquartile range (IQR)	61

Descriptive statistics

Standard deviation	45.376024
Coefficient of variation (CV)	0.13001846
Kurtosis	-0.09032812
Mean	348.99679
Median Absolute Deviation (MAD)	30
Skewness	-0.028657886
Sum	870398
Variance	2058.9835
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
337	29	1.2%
360	28	1.1%
341	28	1.1%
334	28	1.1%
362	28	1.1%
363	27	1.1%
354	26	1.0%
349	26	1.0%
356	25	1.0%
361	25	1.0%
Other values (228)	2224	89.0%

Value	Count	Frequency (%)
202	2	0.1%
207	1	< 0.1%
211	1	< 0.1%
221	1	< 0.1%
223	1	< 0.1%
225	1	< 0.1%
227	1	< 0.1%
228	1	< 0.1%
229	1	< 0.1%
230	3	0.1%

Value	Count	Frequency (%)
479	2	0.1%
477	1	< 0.1%
475	1	< 0.1%
473	2	0.1%
472	1	< 0.1%
471	2	0.1%
470	1	< 0.1%
466	3	0.1%
464	2	0.1%
462	2	0.1%

Torque(Nm)
Real number (ℝ)

High correlation

Distinct	1327
Distinct (%)	53.5%
Missing	21
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	25.234968

Minimum	0
Maximum	55.5524
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	0
5-th percentile	15.119739
Q1	21.666115
median	24.647736
Q3	30.514008
95-th percentile	35.580334
Maximum	55.5524
Range	55.5524
Interquartile range (IQR)	8.8478935

Descriptive statistics

Standard deviation	6.1385635
Coefficient of variation (CV)	0.24325625
Kurtosis	-0.46562796
Mean	25.234968
Median Absolute Deviation (MAD)	3.9033075
Skewness	0.030577923
Sum	62557.485
Variance	37.681962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35.58033366	79	3.2%
34.97300419	78	3.1%
33.92336502	77	3.1%
32.37045571	73	2.9%
35.5812209	73	2.9%
15.90071615	64	2.6%
17.89931102	64	2.6%
16.96410507	64	2.6%
16.44955444	64	2.6%
15.1197393	64	2.6%
Other values (1317)	1779	71.2%

Value	Count	Frequency (%)
0	2	0.1%
14.10999444	17	0.7%
14.20288973	64	2.6%
14.44705039	17	0.7%
15.1197393	64	2.6%
15.90071615	64	2.6%
16.44955444	64	2.6%
16.96410507	64	2.6%
17.1222294	1	< 0.1%
17.89931102	64	2.6%

Value	Count	Frequency (%)
55.5524	1	< 0.1%
36.25470838	1	< 0.1%
35.74438455	1	< 0.1%
35.5812209	73	2.9%
35.58033366	79	3.2%
35.34478419	1	< 0.1%
35.05926416	1	< 0.1%
34.97300419	78	3.1%
34.83669002	1	< 0.1%
33.92336502	77	3.1%

Cutting(kN)
Real number (ℝ)

High correlation

Distinct	170
Distinct (%)	6.8%
Missing	7
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	2.7825511

Minimum	1.8
Maximum	3.93
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	1.8
5-th percentile	1.87
Q1	2.25
median	2.78
Q3	3.27
95-th percentile	3.69
Maximum	3.93
Range	2.13
Interquartile range (IQR)	1.02

Descriptive statistics

Standard deviation	0.61668826
Coefficient of variation (CV)	0.22162693
Kurtosis	-1.0871706
Mean	2.7825511
Median Absolute Deviation (MAD)	0.51
Skewness	0.11396278
Sum	6936.9
Variance	0.3803044
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.55	104	4.2%
3.67	104	4.2%
2.88	62	2.5%
2.02	59	2.4%
3	59	2.4%
1.99	57	2.3%
1.88	54	2.2%
1.95	54	2.2%
3.61	50	2.0%
3.58	50	2.0%
Other values (160)	1840	73.6%

Value	Count	Frequency (%)
1.8	1	< 0.1%
1.85	45	1.8%
1.86	45	1.8%
1.87	45	1.8%
1.88	54	2.2%
1.89	27	1.1%
1.91	45	1.8%
1.92	1	< 0.1%
1.94	1	< 0.1%
1.95	54	2.2%

Value	Count	Frequency (%)
3.93	49	2.0%
3.91	49	2.0%
3.78	1	< 0.1%
3.72	1	< 0.1%
3.69	50	2.0%
3.67	104	4.2%
3.65	4	0.2%
3.63	1	< 0.1%
3.62	1	< 0.1%
3.61	50	2.0%

Downtime
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

Machine_Failure	1265
No_Machine_Failure	1235

Length

Max length	18
Median length	15
Mean length	16.482
Min length	15

Characters and Unicode

Total characters	41205
Distinct characters	14
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Machine_Failure
2nd row	Machine_Failure
3rd row	Machine_Failure
4th row	Machine_Failure
5th row	Machine_Failure

Common Values

Value	Count	Frequency (%)
Machine_Failure	1265	50.6%
No_Machine_Failure	1235	49.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
machine_failure	1265	50.6%
no_machine_failure	1235	49.4%

Most occurring characters

Value	Count	Frequency (%)
a	5000	12.1%
i	5000	12.1%
e	5000	12.1%
_	3735	9.1%
M	2500	6.1%
c	2500	6.1%
h	2500	6.1%
n	2500	6.1%
F	2500	6.1%
l	2500	6.1%
Other values (4)	7470	18.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	31235	75.8%
Uppercase Letter	6235	15.1%
Connector Punctuation	3735	9.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	5000	16.0%
i	5000	16.0%
e	5000	16.0%
c	2500	8.0%
h	2500	8.0%
n	2500	8.0%
l	2500	8.0%
u	2500	8.0%
r	2500	8.0%
o	1235	4.0%

Uppercase Letter

Value	Count	Frequency (%)
M	2500	40.1%
F	2500	40.1%
N	1235	19.8%

Connector Punctuation

Value	Count	Frequency (%)
_	3735	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	37470	90.9%
Common	3735	9.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	5000	13.3%
i	5000	13.3%
e	5000	13.3%
M	2500	6.7%
c	2500	6.7%
h	2500	6.7%
n	2500	6.7%
F	2500	6.7%
l	2500	6.7%
u	2500	6.7%
Other values (3)	4970	13.3%

Common

Value	Count	Frequency (%)
_	3735	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41205	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	5000	12.1%
i	5000	12.1%
e	5000	12.1%
_	3735	9.1%
M	2500	6.1%
c	2500	6.1%
h	2500	6.1%
n	2500	6.1%
F	2500	6.1%
l	2500	6.1%
Other values (4)	7470	18.1%

month_sin
Real number (ℝ)

Distinct	8
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.86696502

Minimum	-0.5
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	26
Negative (%)	1.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	-0.5
5-th percentile	0.5
Q1	0.8660254
median	0.8660254
Q3	1
95-th percentile	1
Maximum	1
Range	1.5
Interquartile range (IQR)	0.1339746

Descriptive statistics

Standard deviation	0.18543302
Coefficient of variation (CV)	0.21388755
Kurtosis	7.4187791
Mean	0.86696502
Median Absolute Deviation (MAD)	0.1339746
Skewness	-2.3881108
Sum	2167.4126
Variance	0.034385406
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	1048	41.9%
0.8660254038	597	23.9%
0.8660254038	527	21.1%
0.5	294	11.8%
-2.449293598 × 10^-16	24	1.0%
1.224646799 × 10^-16	8	0.3%
-0.5	1	< 0.1%
-0.5	1	< 0.1%

Value	Count	Frequency (%)
-0.5	1	< 0.1%
-0.5	1	< 0.1%
-2.449293598 × 10^-16	24	1.0%
1.224646799 × 10^-16	8	0.3%
0.5	294	11.8%
0.8660254038	597	23.9%
0.8660254038	527	21.1%
1	1048	41.9%

Value	Count	Frequency (%)
1	1048	41.9%
0.8660254038	527	21.1%
0.8660254038	597	23.9%
0.5	294	11.8%
1.224646799 × 10^-16	8	0.3%
-2.449293598 × 10^-16	24	1.0%
-0.5	1	< 0.1%
-0.5	1	< 0.1%

month_cos
Real number (ℝ)

Distinct	9
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04187743

Minimum	-1
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	652
Negative (%)	26.1%
Memory size	19.7 KiB

Quantile statistics

Minimum	-1
5-th percentile	-0.51830127
Q1	-0.5
median	6.123234 × 10^-17
Q3	0.5
95-th percentile	0.8660254
Maximum	1
Range	2
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.46079411
Coefficient of variation (CV)	11.0034
Kurtosis	-0.65952991
Mean	0.04187743
Median Absolute Deviation (MAD)	0.5
Skewness	-0.0074736818
Sum	104.69358
Variance	0.21233121
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
6.123233996 × 10^-17	1048	41.9%
0.5	597	23.9%
-0.5	527	21.1%
0.8660254038	178	7.1%
-0.8660254038	116	4.6%
1	24	1.0%
-1	8	0.3%
0.8660254038	1	< 0.1%
-0.8660254038	1	< 0.1%

Value	Count	Frequency (%)
-1	8	0.3%
-0.8660254038	1	< 0.1%
-0.8660254038	116	4.6%
-0.5	527	21.1%
6.123233996 × 10^-17	1048	41.9%
0.5	597	23.9%
0.8660254038	1	< 0.1%
0.8660254038	178	7.1%
1	24	1.0%

Value	Count	Frequency (%)
1	24	1.0%
0.8660254038	178	7.1%
0.8660254038	1	< 0.1%
0.5	597	23.9%
6.123233996 × 10^-17	1048	41.9%
-0.5	527	21.1%
-0.8660254038	116	4.6%
-0.8660254038	1	< 0.1%
-1	8	0.3%

	Air_System_Pressure(bar)	Assembly_Line_No	Coolant_Pressure(bar)	Coolant_Temperature	Cutting(kN)	Downtime	Hydraulic_Oil_Temperature	Hydraulic_Pressure(bar)	Machine_ID	Spindle_Bearing_Temperature	Spindle_Speed(RPM)	Spindle_Vibration	Tool_Vibration	Torque(Nm)	Voltage(volts)	month_cos	month_sin
Air_System_Pressure(bar)	1.000	0.000	-0.028	0.043	0.000	0.000	-0.024	-0.026	0.000	0.016	-0.000	0.011	0.056	0.036	0.006	-0.018	0.008
Assembly_Line_No	0.000	1.000	0.000	0.000	0.022	0.000	0.033	0.043	1.000	0.000	0.000	0.018	0.012	0.000	0.010	0.011	0.000
Coolant_Pressure(bar)	-0.028	0.000	1.000	-0.016	0.111	0.566	0.009	0.028	0.000	-0.013	0.055	-0.000	-0.001	-0.036	0.029	0.118	-0.061
Coolant_Temperature	0.043	0.000	-0.016	1.000	0.114	0.197	0.011	-0.140	0.000	-0.014	0.095	0.007	0.001	-0.071	0.008	0.024	0.034
Cutting(kN)	0.000	0.022	0.111	0.114	1.000	0.826	-0.015	-0.191	0.022	0.001	0.199	-0.017	-0.042	-0.116	-0.039	0.090	-0.064
Downtime	0.000	0.000	0.566	0.197	0.826	1.000	0.000	0.618	0.000	0.023	0.506	0.055	0.000	0.571	0.000	0.000	0.021
Hydraulic_Oil_Temperature	-0.024	0.033	0.009	0.011	-0.015	0.000	1.000	0.010	0.033	0.030	0.005	-0.002	-0.009	-0.006	0.032	-0.028	0.029
Hydraulic_Pressure(bar)	-0.026	0.043	0.028	-0.140	-0.191	0.618	0.010	1.000	0.043	0.021	-0.080	-0.006	0.018	0.096	-0.001	-0.012	0.004
Machine_ID	0.000	1.000	0.000	0.000	0.022	0.000	0.033	0.043	1.000	0.000	0.000	0.018	0.012	0.000	0.010	0.011	0.000
Spindle_Bearing_Temperature	0.016	0.000	-0.013	-0.014	0.001	0.023	0.030	0.021	0.000	1.000	0.029	-0.035	-0.024	0.000	0.009	-0.006	-0.034
Spindle_Speed(RPM)	-0.000	0.000	0.055	0.095	0.199	0.506	0.005	-0.080	0.000	0.029	1.000	0.015	-0.000	-0.156	-0.020	0.004	-0.020
Spindle_Vibration	0.011	0.018	-0.000	0.007	-0.017	0.055	-0.002	-0.006	0.018	-0.035	0.015	1.000	-0.012	0.021	0.009	0.006	0.015
Tool_Vibration	0.056	0.012	-0.001	0.001	-0.042	0.000	-0.009	0.018	0.012	-0.024	-0.000	-0.012	1.000	-0.019	0.023	-0.004	-0.011
Torque(Nm)	0.036	0.000	-0.036	-0.071	-0.116	0.571	-0.006	0.096	0.000	0.000	-0.156	0.021	-0.019	1.000	0.014	-0.054	0.083
Voltage(volts)	0.006	0.010	0.029	0.008	-0.039	0.000	0.032	-0.001	0.010	0.009	-0.020	0.009	0.023	0.014	1.000	0.007	-0.001
month_cos	-0.018	0.011	0.118	0.024	0.090	0.000	-0.028	-0.012	0.011	-0.006	0.004	0.006	-0.004	-0.054	0.007	1.000	-0.341
month_sin	0.008	0.000	-0.061	0.034	-0.064	0.021	0.029	0.004	0.000	-0.034	-0.020	0.015	-0.011	0.083	-0.001	-0.341	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	Machine_ID	Assembly_Line_No	Hydraulic_Pressure(bar)	Coolant_Pressure(bar)	Air_System_Pressure(bar)	Coolant_Temperature	Hydraulic_Oil_Temperature	Spindle_Bearing_Temperature	Spindle_Vibration	Tool_Vibration	Spindle_Speed(RPM)	Voltage(volts)	Torque(Nm)	Cutting(kN)	Downtime	month_sin	month_cos
0	Makino-L1-Unit1-2013	Shopfloor-L1	71.040000	6.933725	6.284965	25.6	46.0	33.4	1.291	26.492	25892.0	335.0	24.055326	3.58	Machine_Failure	-2.449294e-16	1.000000e+00
1	Makino-L1-Unit1-2013	Shopfloor-L1	125.330000	4.936892	6.196733	35.3	47.4	34.6	1.382	25.274	19856.0	368.0	14.202890	2.68	Machine_Failure	-2.449294e-16	1.000000e+00
2	Makino-L3-Unit1-2015	Shopfloor-L3	71.120000	6.839413	6.655448	13.1	40.7	33.0	1.319	30.608	19851.0	325.0	24.049267	3.55	Machine_Failure	-2.449294e-16	1.000000e+00
3	Makino-L2-Unit1-2015	Shopfloor-L2	139.340000	4.574382	6.560394	24.4	44.2	40.6	0.618	30.791	18461.0	360.0	25.860029	3.55	Machine_Failure	5.000000e-01	-8.660254e-01
4	Makino-L1-Unit1-2013	Shopfloor-L1	60.510000	6.893182	6.141238	4.1	47.3	31.4	0.983	25.516	26526.0	354.0	25.515874	3.55	Machine_Failure	1.000000e+00	6.123234e-17
5	Makino-L2-Unit1-2015	Shopfloor-L2	137.370000	5.918357	7.228066	5.4	48.0	32.7	0.903	25.597	27613.0	319.0	25.521330	3.55	Machine_Failure	1.000000e+00	6.123234e-17
6	Makino-L1-Unit1-2013	Shopfloor-L1	135.930000	6.560332	6.710999	19.3	48.8	37.4	1.240	32.138	26605.0	438.0	25.454652	3.58	Machine_Failure	1.000000e+00	6.123234e-17
7	Makino-L3-Unit1-2015	Shopfloor-L3	127.715164	5.060709	6.002229	20.8	45.8	37.5	1.125	19.823	14266.0	334.0	34.973004	2.02	No_Machine_Failure	1.000000e+00	6.123234e-17
8	Makino-L3-Unit1-2015	Shopfloor-L3	123.618456	5.074380	6.039524	4.5	51.5	32.1	0.690	16.972	20413.0	278.0	32.519299	2.88	No_Machine_Failure	1.000000e+00	6.123234e-17
9	Makino-L3-Unit1-2015	Shopfloor-L3	134.020000	5.567857	6.733096	14.0	47.9	35.2	0.748	36.601	20504.0	379.0	25.618567	3.93	Machine_Failure	1.000000e+00	6.123234e-17

	Machine_ID	Assembly_Line_No	Hydraulic_Pressure(bar)	Coolant_Pressure(bar)	Air_System_Pressure(bar)	Coolant_Temperature	Hydraulic_Oil_Temperature	Spindle_Bearing_Temperature	Spindle_Vibration	Tool_Vibration	Spindle_Speed(RPM)	Voltage(volts)	Torque(Nm)	Cutting(kN)	Downtime	month_sin	month_cos
2490	Makino-L1-Unit1-2013	Shopfloor-L1	55.540000	4.841605	6.852283	26.4	42.9	36.2	1.436	24.819	26526.0	348.0	15.119739	2.53	Machine_Failure	0.866025	0.5
2491	Makino-L2-Unit1-2015	Shopfloor-L2	90.530000	6.839413	5.698765	9.4	52.5	40.9	1.271	31.573	27613.0	377.0	16.964105	3.67	Machine_Failure	0.866025	0.5
2492	Makino-L1-Unit1-2013	Shopfloor-L1	137.370000	4.842521	6.136585	21.5	49.6	42.3	0.432	37.423	19536.0	402.0	24.437039	2.84	Machine_Failure	0.866025	0.5
2493	Makino-L3-Unit1-2015	Shopfloor-L3	106.388881	5.211753	6.131135	22.3	50.7	38.7	0.989	36.265	17726.0	297.0	31.521075	2.02	No_Machine_Failure	0.866025	0.5
2494	Makino-L2-Unit1-2015	Shopfloor-L2	131.894307	5.221555	6.573392	22.4	45.5	32.5	1.276	23.430	20978.0	390.0	22.757270	2.94	No_Machine_Failure	0.866025	0.5
2495	Makino-L1-Unit1-2013	Shopfloor-L1	112.715506	5.220885	6.196610	22.3	48.8	37.2	0.910	20.282	20974.0	282.0	22.761610	2.72	No_Machine_Failure	0.866025	0.5
2496	Makino-L1-Unit1-2013	Shopfloor-L1	103.086653	5.211886	7.074653	11.9	48.3	31.5	1.106	34.708	20951.0	319.0	22.786597	2.94	No_Machine_Failure	0.866025	0.5
2497	Makino-L2-Unit1-2015	Shopfloor-L2	118.643165	5.212991	6.530049	4.5	49.9	36.2	0.288	16.828	20958.0	335.0	22.778987	NaN	No_Machine_Failure	0.866025	0.5
2498	Makino-L3-Unit1-2015	Shopfloor-L3	145.855859	5.207777	6.402655	12.2	44.5	32.1	0.995	26.498	20935.0	376.0	22.804012	2.79	No_Machine_Failure	0.866025	0.5
2499	Makino-L2-Unit1-2015	Shopfloor-L2	96.690000	5.936610	7.109355	29.8	53.2	36.2	0.840	31.580	23576.0	385.0	24.409551	3.55	Machine_Failure	0.866025	0.5

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample